{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to see what your agent did ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I - General plotting utilities\n",
    "\n",
    "With the module \"grid2op.PlotGrid\" (more information on the official documentation [here](https://grid2op.readthedocs.io/en/latest/plotgrid.html)) it is possible to gather visual insights (plots) about the state of the powergrid.\n",
    "\n",
    "This module currently involves 2 \"base\" classes:\n",
    "- `PlotMatplot` which uses the well-known matplotlib python library to render the plot. Matplotlib being the most used plotting library in python, we decided to add its support in grid2op.\n",
    "- `PlotPlotly` that uses the plotply library. Plotly is particularly suited for studying more deeply what happens at some particular time step.\n",
    "\n",
    "It is not recommended to use any of these. Rather, we developped two higher-level classes:\n",
    "- `EpisodeReplay` which uses the \"PlotMatplotlib\" class internally and is used to render a video as a gif or a mp4 file. This is mainly designed to communicate the results of your agent.\n",
    "- `env.render` which is similar to the gym method `env.render` that all people used to the open ai gym framework will be familiar with.\n",
    "\n",
    "Last but not least, a package called `grid2viz` has been developped to help you diagnose in-depth the behaviour of your agent. This package is much more advanced than all the other methods presented above and we highly recommend you to use this package to get the best out of your agents!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt  # pip install matplotlib\n",
    "import seaborn as sns # pip install seaborn\n",
    "import plotly.graph_objects as go  # pip install plotly\n",
    "import imageio  # pip install imageio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook will not work if one of the 4 packages above cannot be imported. We highly recommend that you install them on your machine. We provide you with the pip commands so that you can install them easily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:240: UserWarning:\n",
      "\n",
      "You are using a development environment. This environment is not intended for training agents.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import grid2op\n",
    "env = grid2op.make(test=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II - Plot.Plotting utility\n",
    "\n",
    "Tthe \"Plot.Plotting\" module can help render a powergrid using 2 different methods: matplotlib or plotly. The display method is defined when you create a \"plotting\" object as shown below.\n",
    "\n",
    "All functions exposed here are available for plotly and matplotlib. Feel free to switch from one to the other in order to see the differences.\n",
    "\n",
    "\n",
    "### II A) Plot Static informations\n",
    "The next cell will plot the names of each object on the powergrid, as well as their id."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from grid2op.PlotGrid import PlotMatplot\n",
    "plot_helper = PlotMatplot(env.observation_space)\n",
    "line_ids = [int(i) for i in range(env.n_line)]\n",
    "fig_layout = plot_helper.plot_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is also possible to display some \"external\" information on this layout For example, you can plot the thermal limit of each powerline:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_info = plot_helper.plot_info(line_values=env._thermal_limit_a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The argument \"line_values\" tells the information on the powerlines that you wish to display. Here, the thermal limits of the powerlines are displayed.\n",
    "\n",
    "It is also possible to display information abouts loads and generators in the same manner."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### II - B) Plot a few observations\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs = env.reset()\n",
    "fig_obs = plot_helper.plot_obs(obs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here you can see that the powerlines are colored with respect to their flow (in % of the thermal limit). Blue lines are the powerlines where the flow is rather low, while orange lines have higher flows. Loads consumptions and generators productions are provided with the injections (+ for generators, - for loads) given in MW.\n",
    "\n",
    "All this can be modified as showed in the cell below, where we plot the active power flow for the powerlines and the load voltage magnitude for the loads. Notice that the units will be different for the loads since we now display voltages instead of consumptions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_obs2 = plot_helper.plot_obs(obs, line_info=\"p\", load_info=\"v\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, the topology at each substation can also be plotted. For example, let's consider a topological action at substation 1.\n",
    "\n",
    "We will move the load there (the load 'load_1_0') and the powerlines '0_1_0' and '1_3_3' to the bus number 2. You can see the names of the loads, generators and powerlines on the first plot in this notebook. This can be done easily, as shown in the cell below (see notebook [2_Action_GridManipulation](2_Action_GridManipulation.ipynb) for more information)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This action will:\n",
      "\t - NOT change anything to the injections\n",
      "\t - NOT perform any redispatching action\n",
      "\t - NOT force any line status\n",
      "\t - NOT switch any line status\n",
      "\t - NOT switch anything in the topology\n",
      "\t - Set the bus of the following element:\n",
      "\t \t - assign bus 2 to line (extremity) 0 [on substation 1]\n",
      "\t \t - assign bus 2 to line (origin) 3 [on substation 1]\n",
      "\t \t - assign bus 2 to load 0 [on substation 1]\n"
     ]
    }
   ],
   "source": [
    "action = env.action_space({\"set_bus\": {\"loads_id\": [(0,2)], \"lines_or_id\": [(3,2)], \"lines_ex_id\": [(0,2)]}})\n",
    "print(action)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `print` utility helps us check that the action we implemented was indeed the one that we wanted to implement. `print` is also a nice way to see what happened sometimes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's perform that action and plot the new observation :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_obs, reward, done, info = env.step(action)\n",
    "fig_obs3 = plot_helper.plot_obs(new_obs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the previous observation, all the objects (loads, generators and powerlines) were connected to the bus 1, shown in red.\n",
    "\n",
    "Here, the 3 objects that we wanted to connect to the bus 2 (the load 'load_1_0', the extremity of '0_1_0' and the origin of '1_3_3') are indeed connected to the second bus, which is shown in green.\n",
    "\n",
    "This plotting utility is a pretty useful tool to detect what happened, especially just before a game over."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III - env.render\n",
    "\n",
    "Another way to inspect what is going on while the episode is happening is to use the renderer. The renderer can be used as in any open ai gym environment. \n",
    "\n",
    "In the next cell we will: reset the environment created above, create an agent that takes random actions every 10 timesteps and see how it goes.\n",
    "\n",
    "**NB** It is not recommended to train your agent with any renderer turned on. The preferred way is to train your agent without any renderer first, and then to evaluate your agent on a fixed set of scenarios while possibly turning the renderer on (more information about this in the next section)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "from grid2op.Agent import RandomAgent\n",
    "\n",
    "class CustomRandom(RandomAgent):\n",
    "    def __init__(self, action_space):\n",
    "        RandomAgent.__init__(self, action_space)\n",
    "        self.i = 1\n",
    "\n",
    "    def my_act(self, transformed_observation, reward, done=False):\n",
    "        if (self.i % 10) != 0:\n",
    "            res = 0\n",
    "        else:\n",
    "            res = self.action_space.sample()\n",
    "        self.i += 1\n",
    "        return res\n",
    "    \n",
    "myagent = CustomRandom(env.action_space)\n",
    "obs = env.reset()\n",
    "reward = env.reward_range[0]\n",
    "done = False\n",
    "while not done:\n",
    "    env.render()\n",
    "    act = myagent.act(obs, reward, done)\n",
    "    obs, reward, done, info = env.step(act)\n",
    "env.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IV - ReplayEpisode\n",
    "\n",
    "This tool allows you to save a gif of the rendering of your agent. We recommend, as stated above, to get rid of any renderer in the training phase, and then to use the runner to assess the performance of your agent. Then, once the results are saved by the runner, you can use the `ReplayEpisode` class or study it more in depth with grid2viz (see next section). \n",
    "\n",
    "But first things first, let's mimic what we think is a good process. Suppose you are happy with the result of your agent (for the sake of simplicity we will not train any agent here, we will use an untrained instance of our CustomRandom agent). What are the next steps?\n",
    "\n",
    "First, you need to create an environment on which it will be evaluated, and use a runner for the evaluation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:240: UserWarning:\n",
      "\n",
      "You are using a development environment. This environment is not intended for training agents.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from grid2op.Runner import Runner\n",
    "env = grid2op.make(test=True)\n",
    "my_awesome_agent = CustomRandom(env.action_space)\n",
    "runner = Runner(**env.get_params_for_runner(), agentClass=None, agentInstance=my_awesome_agent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Second, you must start the runner and save the result in a directory (here we limit the runner to perform only 30 iterations so that this notebook runs quickly):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "path_agents = \"path_agents\"  # this is mandatory for grid2viz to have a directory with only agents\n",
    "# that is why we have it here. It is aboslutely not mandatory for this more simple class.\n",
    "max_iter = 30  # to save time we only assess performance on 30 iterations\n",
    "if not os.path.exists(path_agents):\n",
    "    os.mkdir(path_agents)\n",
    "path_awesome_agent_log = os.path.join(path_agents, \"awesome_agent_logs\")\n",
    "res = runner.run(nb_episode=2, path_save=path_awesome_agent_log, max_iter=max_iter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Third, you must use the results of the runner and save the results as gif for example (you can also visualize it offline on the screen if you prefer : in order to do that, you simply need to switch the \"display\" argument to ``True``)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "from grid2op.Episode import EpisodeReplay\n",
    "gif_name = \"episode\"\n",
    "ep_replay = EpisodeReplay(agent_path=path_awesome_agent_log)\n",
    "for _, chron_name, cum_reward, nb_time_step, max_ts in res:\n",
    "    ep_replay.replay_episode(chron_name,  # which chronic was started\n",
    "                             gif_name=gif_name, # Name of the gif file\n",
    "                             display=False,  # dont wait before rendering each frames\n",
    "                             fps=3.0)  # limit to 3 frames per second"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And you can even see the gif in the jupyter notebook afterwards\n",
    "\n",
    "This only works if:\n",
    "- you haven't changed path_awesome_agent_log\n",
    "- you haven't changed the name of gif_name\n",
    "- all the above cells have be run properly\n",
    "\n",
    "![img](./path_agents/awesome_agent_logs/000/episode.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## V - Grid2Viz\n",
    "\n",
    "This tool is really useful to dive deep into the analysis of your agent. We highly recommend that you use it to develop stronger agents and score high in the competition."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grid2viz is a package that has been developped to help you visualize the behaviour of your agent. \n",
    "\n",
    "It is available in the github repository [grid2viz](https://github.com/mjothy/grid2viz). In the following cells we will demonstrate how to use it in order to inspect more deeply the log of our agent that was generated by the runner in the second cell of this notebook.\n",
    "\n",
    "In this section, we first run some other agents to show the full potential of grid2viz (optional). Then we explain that the folder tree must respect a certain architecture for Grid2Viz to be used. Finally, we show how to install it and how to use it on the data generated in this notebook.\n",
    "\n",
    "![](https://raw.githubusercontent.com/mjothy/grid2viz/master/grid2viz/assets/screenshots/scenario_overview.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### V - 1) More agents to compare\n",
    "\n",
    "This section is not mandatory, but it is recommended to read it to discover the full capabilities of grid2viz. We will first run 2 others agents: the `DoNothing` agent, and the `TopologyGreedy` agent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The results for the DoNothingAgent agent are:\n",
      "\tFor chronics with id 000\n",
      "\t\t - cumulative reward: 34403.378906\n",
      "\t\t - number of time steps completed: 30 / 30\n",
      "\tFor chronics with id 001\n",
      "\t\t - cumulative reward: 34420.378906\n",
      "\t\t - number of time steps completed: 30 / 30\n"
     ]
    }
   ],
   "source": [
    "# make a runner for this agent\n",
    "from grid2op.Agent import DoNothingAgent, TopologyGreedy\n",
    "import shutil\n",
    "\n",
    "for agentClass, agentName in zip([DoNothingAgent],  # , TopologyGreedy\n",
    "                                 [\"DoNothingAgent\"]):  # , \"TopologyGreedy\"\n",
    "    path_this_agent = os.path.join(path_agents, agentName)\n",
    "    shutil.rmtree(os.path.abspath(path_this_agent), ignore_errors=True)\n",
    "    runner = Runner(**env.get_params_for_runner(),\n",
    "                    agentClass=agentClass\n",
    "                    )\n",
    "    res = runner.run(path_save=path_this_agent, nb_episode=2, \n",
    "                    max_iter=max_iter)\n",
    "    print(\"The results for the {} agent are:\".format(agentName))\n",
    "    for _, chron_id, cum_reward, nb_time_step, max_ts in res:\n",
    "        msg_tmp = \"\\tFor chronics with id {}\\n\".format(chron_id)\n",
    "        msg_tmp += \"\\t\\t - cumulative reward: {:.6f}\\n\".format(cum_reward)\n",
    "        msg_tmp += \"\\t\\t - number of time steps completed: {:.0f} / {:.0f}\".format(nb_time_step, max_ts)\n",
    "        print(msg_tmp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  V - 2) Installation\n",
    "\n",
    "Grid2Viz is not yet on pypi, but it is maintained as a Github repository, so you need a specific command to install it. It can be done easily by running the cell bellow (more information can be found on the grid2iz github)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "To install it, either uncomment the cell bellow, or type, in a command prompt:\n",
      "\t/usr/bin/python3 -m pip install git+https://github.com/mjothy/grid2viz.git --user --extra-index-url https://test.pypi.org/simple/\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(\"To install it, either uncomment the cell bellow, or type, in a command prompt:\\n{}\".format(\n",
    "    (\"\\t{} -m pip install git+https://github.com/mjothy/grid2viz.git --user --extra-index-url https://test.pypi.org/simple/\".format(sys.executable))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !$sys.executable -m pip install git+https://github.com/mjothy/grid2viz --user --extra-index-url https://test.pypi.org/simple/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### V - 3) Usage\n",
    "\n",
    "Once the above package is installed, you can start studying what your agent did (**NB** the agent must have been run with a runner and the \"path_save\" argument must have been provided in order for grid2viz to work properly.\n",
    "\n",
    "For performance optimization, grid2viz uses a cache. This notebook being only an example, it is recommended to clear the cache before starting the grid2viz app. Of course, if you decide to study different generations of your agent, it is NOT recommended to clear the cache before any study."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "shutil.rmtree(os.path.join(os.path.abspath(path_agents), \"_cache\"), ignore_errors=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/usr/bin/python3: Error while finding module specification for 'grid2viz.main' (ModuleNotFoundError: No module named 'grid2viz')\r\n"
     ]
    }
   ],
   "source": [
    "!$sys.executable -m grid2viz.main --path=$path_agents"
   ]
  }
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